Transfer Learning

Transfer Learning is a machine learning technique where a model trained on one task is re-purposed and fine-tuned for a related, but different task. The idea behind transfer learning is to leverage the knowledge learned from a pre-trained model to solve a new, but related problem. This can be useful in situations where there is limited data available to train a new model from scratch, or when the new task is similar enough to the original task that the pre-trained model can be adapted to the new problem with only minor modifications.

( Image credit: Subodh Malgonde )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 9601–9625 of 10307 papers

Title	Date	Tasks	Status
Cell Selection with Deep Reinforcement Learning in Sparse Mobile Crowdsensing	Apr 19, 2018	Deep Reinforcement Learningreinforcement-learning	—Unverified
CoNet: Collaborative Cross Networks for Cross-Domain Recommendation	Apr 18, 2018	Recommendation SystemsTransfer Learning	CodeCode Available
Deep Transfer Network with Joint Distribution Adaptation: A New Intelligent Fault Diagnosis Framework for Industry Application	Apr 18, 2018	Domain AdaptationFault Diagnosis	—Unverified
NTUA-SLP at SemEval-2018 Task 1: Predicting Affective Content in Tweets with Deep Attentive RNNs and Transfer Learning	Apr 18, 2018	Emotion ClassificationTransfer Learning	CodeCode Available
Not-so-supervised: a survey of semi-supervised, multi-instance, and transfer learning in medical image analysis	Apr 17, 2018	BIG-bench Machine LearningMedical Image Analysis	—Unverified
Deep transfer learning in the assessment of the quality of protein models	Apr 17, 2018	Transfer Learning	CodeCode Available
Network Signatures from Image Representation of Adjacency Matrices: Deep/Transfer Learning for Subgraph Classification	Apr 17, 2018	General ClassificationSmall Data Image Classification	—Unverified
Training a Binary Weight Object Detector by Knowledge Transfer for Autonomous Driving	Apr 17, 2018	Autonomous Drivingobject-detection	—Unverified
Deep Embedding Kernel	Apr 16, 2018	Deep LearningDimensionality Reduction	—Unverified
Approaching Neural Grammatical Error Correction as a Low-Resource Machine Translation Task	Apr 16, 2018	Domain AdaptationGrammatical Error Correction	CodeCode Available
RIPEx: Extracting malicious IP addresses from security forums using cross-forum learning	Apr 13, 2018	Transfer Learning	—Unverified
A Large-scale Attribute Dataset for Zero-shot Learning	Apr 12, 2018	AttributeTransfer Learning	CodeCode Available
Plaque Classification in Coronary Arteries from IVOCT Images Using Convolutional Neural Networks and Transfer Learning	Apr 11, 2018	General ClassificationTransfer Learning	—Unverified
Personalized Dynamics Models for Adaptive Assistive Navigation Systems	Apr 11, 2018	Model-based Reinforcement LearningReinforcement Learning	—Unverified
Universal Successor Representations for Transfer Reinforcement Learning	Apr 11, 2018	reinforcement-learningReinforcement Learning	—Unverified
Gotta Learn Fast: A New Benchmark for Generalization in RL	Apr 10, 2018	Few-Shot Learningreinforcement-learning	CodeCode Available
AMNet: Memorability Estimation with Attention	Apr 9, 2018	General Classificationimage-classification	CodeCode Available
Assessment of Breast Cancer Histology using Densely Connected Convolutional Networks	Apr 9, 2018	General Classificationimage-classification	—Unverified
Markerless tracking of user-defined features with deep learning	Apr 9, 2018	Animal Pose EstimationDeep Learning	—Unverified
Towards Deep Cellular Phenotyping in Placental Histology	Apr 9, 2018	Transfer Learning	CodeCode Available
Impact of ultrasound image reconstruction method on breast lesion classification with neural transfer learning	Apr 6, 2018	ClassificationData Augmentation	—Unverified
Bringing Cartoons to Life: Towards Improved Cartoon Face Detection and Recognition Systems	Apr 5, 2018	Face DetectionFace Recognition	CodeCode Available
Boosting Handwriting Text Recognition in Small Databases with Transfer Learning	Apr 4, 2018	HTRTransfer Learning	CodeCode Available
Event-based Vision meets Deep Learning on Steering Prediction for Self-driving Cars	Apr 4, 2018	ClassificationEvent-based vision	—Unverified
StarCraft Micromanagement with Reinforcement Learning and Curriculum Transfer Learning	Apr 3, 2018	Real-Time Strategy Gamesreinforcement-learning	CodeCode Available

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All datasets Office-Home 100 sleep nights of 8 caregivers BanglaLekha Isolated Dataset COCO70 KITTI Object Tracking Evaluation 2012 Retinal Fundus MultiDisease Image Dataset (RFMiD)

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	APCLIP	Accuracy	84.2	—	Unverified
2	DFA-ENT	Accuracy	69.2	—	Unverified
3	DFA-SAFN	Accuracy	69.1	—	Unverified
4	EasyTL	Accuracy	63.3	—	Unverified
5	MEDA	Accuracy	60.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CNN	10-20% Mask PSNR	3.23	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Chatterjee, Dutta et al.[1]	Accuracy	96.12	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Co-Tuning	Accuracy	85.65	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Physical Access	EER	5.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	riadd.aucmedi	AUROC	0.95	—	Unverified